More prior work

Potharst and Feelders have an article in SIGKDD Explorations, June 2002, about learning monotonic classification trees (with monotonic and non-monotonic, i.e., contradictory to the prior, data). There's no probabilistic stuff in there, but nonetheless it's interesting to see others are pursuing similar routes. Read here.